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--- |
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language: |
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- ja |
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license: gpl |
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size_categories: |
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- 100K<n<1M |
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task_categories: |
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- automatic-speech-recognition |
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pretty_name: Japanese-Anime-Speech-V2 |
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dataset_info: |
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features: |
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- name: audio |
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dtype: |
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audio: |
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sampling_rate: 16000 |
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- name: transcription |
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dtype: string |
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splits: |
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- name: sfw |
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num_bytes: 19174765803.112 |
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num_examples: 271788 |
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- name: nsfw |
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num_bytes: 2864808426.209 |
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num_examples: 20849 |
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download_size: 24379492733 |
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dataset_size: 22039574229.321 |
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tags: |
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- japanese |
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- anime |
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- speech |
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- 日本語 |
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- audio-text |
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- asr |
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- whisper |
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- voice |
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configs: |
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- config_name: default |
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data_files: |
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- split: sfw |
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path: data/sfw-* |
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- split: nsfw |
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path: data/nsfw-* |
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--- |
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# Japanese Anime Speech Dataset V2 |
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[**日本語はこちら**](https://huggingface.co/datasets/joujiboi/japanese-anime-speech-v2/blob/main/README_JA.md) |
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**japanese-anime-speech-v2** is an audio-text dataset designed for training automatic speech recognition models. |
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The dataset comprises **292,637 audio clips** and their corresponding transcriptions from various visual novels. |
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This dataset is <b>not</b> an expanded version of <a href="https://huggingface.co/datasets/joujiboi/japanese-anime-speech-v1">japanese-anime-speech-v1</a>. |
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For that reason, much of the audio from japanese-anime-speech-v1 is **not** included in this dataset. |
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The goal of this dataset is to increase the accuracy of automatic speech recognition models, |
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such as OpenAI's [Whisper](https://huggingface.co/openai/whisper-large-v2), in accurately transcribing dialogue from anime and other similar Japanese media. |
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This genre is characterized by unique vocal and linguistic features and speech patterns that diverge from conventional Japanese speech. |
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Dataset last updated on July **23rd**. |
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<div class="course-tip course-tip-orange bg-gradient-to-br dark:bg-gradient-to-r before:border-orange-500 dark:before:border-orange-800 from-orange-50 dark:from-gray-900 to-white dark:to-gray-950 border border-orange-50 text-orange-700 dark:text-gray-400"> |
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<p> |
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<b>Content Warning:</b> Please be advised that the audio in this dataset is sourced from visual novels and contains content that is not suitable for all audiences. |
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<br> |
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An effort was made to split sfw and nsfw content. However, this was purely based on defined rules that won't be 100% reliable. |
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</p> |
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</div> |
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A list of all audio files and transcriptions can be found [**here**](https://huggingface.co/datasets/joujiboi/japanese-anime-speech-v2/blob/main/audio_transcription_list.txt) 📓 |
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Information on dataset filtering can be found [**here**](https://huggingface.co/datasets/joujiboi/japanese-anime-speech-v2/blob/main/dataset_filtering_info.md) 📒 |
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# Dataset information |
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* **292,637** audio-text pairs |
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* **397.54h hours** of sfw audio (86.8%) |
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* **52.36h hours** of nsfw audio (13.2%) |
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* **5.3s** average sfw audio length |
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* Dataset source: **visual novels** |
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* Audio format: **mp3 (128kbps)** |
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* Latest version: **V2 - June 29th 2024** (this means the second version of the japanese-anime-speech-v2) |
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# Changes from V1 |
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* Significantly increased dataset size from 73,004 to 292,637 audio-text pairs |
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* Changed audio from mp3 (192kbps) -> **mp3 (128kbps)** for better storage efficiency |
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* sfw and nsfw are on different splits |
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* Repeating characters have been normalised (eg.「はーーーーーーい!」 has become 「はーーい!」) |
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* Removed audio lines containing no dialogue |
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* Removed low quality audio lines |
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# Bias and Limitations |
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This dataset, while valuable for training anime-style Japanese speech recognition, has some inherent biases and limitations. |
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The audio is primarily sourced from visual novels, leading to a gender bias towards female voices and a domain-specific vocabulary revolving around topics such as love, relationships, and fantasy. |
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Additionally, the professionally produced nature of the audio results in clear and slow speech, which may not fully reflect real-world speaking patterns. |
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This version includes NSFW content, which is not suitable for all applications. |
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No formatting or cleaning of the transcriptions has been performed (e.g. removing duplicate characters), which may affect the quality of some text samples. |
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# Future Plans |
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* Continue expanding the dataset to include more sources |
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# Use & Credit |
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This dataset is openly available for commercial or non-commercial use. Anyone is welcome to use this dataset as they deem appropriate. |
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However, the creator assumes no responsibility for the consequences of its use. |
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While not mandatory, crediting this dataset with a hyperlink in any derivative work would be greatly appreciated. |
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I hope that by sharing this dataset, we (the open-source community) improve automatic speech recognition for anime content. |